Research Article
TinyDroid: A Lightweight and Efficient Model for Android Malware Detection and Classification
Table 5
The detection results based on 2-gram sequences.
| Classifier | TPR | FPR | Precision | Recall | F-Measure | AUC |
| Random Forest | 0.915 | 0.106 | 0.876 | 0.915 | 0.895 | 0.97 | SVM | 0.852 | 0.173 | 0.801 | 0.852 | 0.826 | 0.84 | kNN | 0.93 | 0.136 | 0.848 | 0.93 | 0.887 | 0.897 | Naive Bayes | 0.87 | 0.221 | 0.763 | 0.87 | 0.813 | 0.888 |
|
|